{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This section is a small project that uses pyAudioKits to read and extract audio features, and then uses deep learning methods for speech recognition. We will extract the Mel spectrum as features and use Keras+Tensorflow to build a simple convolutional neural network classifier to achieve the recognition of ten speech digits from 0-9.\n",
    "\n",
    "* The dataset used is from: https://www.kaggle.com/datasets/bharatsahu/speech-commands-classification-dataset. Please download the dataset and save it to the \"speech-commands-classification-dataset\" directory. \n",
    "\n",
    "* Algorithm reference from: https://www.kaggle.com/code/ritvik1909/speech-classification-spectrogram-cnn\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
    "execution": {
     "iopub.execute_input": "2021-05-07T11:36:02.997859Z",
     "iopub.status.busy": "2021-05-07T11:36:02.997149Z",
     "iopub.status.idle": "2021-05-07T11:36:11.352209Z",
     "shell.execute_reply": "2021-05-07T11:36:11.351476Z"
    },
    "papermill": {
     "duration": 8.373438,
     "end_time": "2021-05-07T11:36:11.352327",
     "exception": false,
     "start_time": "2021-05-07T11:36:02.978889",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "from tensorflow.keras import layers, models, callbacks\n",
    "from keras.preprocessing.image import ImageDataGenerator\n",
    "import pyAudioKits.audio as ak\n",
    "import pyAudioKits.analyse as aly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-05-07T11:36:11.382348Z",
     "iopub.status.busy": "2021-05-07T11:36:11.381610Z",
     "iopub.status.idle": "2021-05-07T11:36:11.384939Z",
     "shell.execute_reply": "2021-05-07T11:36:11.384239Z"
    },
    "papermill": {
     "duration": 0.021591,
     "end_time": "2021-05-07T11:36:11.385055",
     "exception": false,
     "start_time": "2021-05-07T11:36:11.363464",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#构造预处理数据路径\n",
    "root=\"speech-commands-classification-dataset\"\n",
    "train_folders=\"train_set\"\n",
    "val_folders=\"val_set\"\n",
    "test_folders=\"test_set\"\n",
    "if not os.path.exists(train_folders):\n",
    "    os.mkdir(train_folders)\n",
    "if not os.path.exists(val_folders):\n",
    "    os.mkdir(val_folders)\n",
    "if not os.path.exists(test_folders):\n",
    "    os.mkdir(test_folders)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x432 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "input_size = (128, 128, 1)\n",
    "labels=[\"zero\",\"one\",\"two\",\"three\",\"four\",\"five\",\"six\",\"seven\",\"eight\",\"nine\"]\n",
    "\n",
    "\n",
    "plt.tight_layout()\n",
    "fig,axes=plt.subplots(2,5,sharex=True,sharey=True)\n",
    "fig.set_size_inches(12,6)\n",
    "\n",
    "#Iterate over the training set, validation set and test set, and obtain the first sample under each speech digit\n",
    "for i,d in enumerate(labels):\n",
    "    path=root+\"/\"+d\n",
    "    for w in os.listdir(path):\n",
    "        wf = ak.read_Audio(path+\"/\"+w)  #Reading speech digit\n",
    "        wf = wf.padding(22050)  #Zero-padding the sample length of the speech digits to 22050, half the sampling rate, so that the same resolution can be used in the frequency and time domains\n",
    "        features= aly.melSpec(wf, spec_h = input_size[0], spec_w= input_size[1])    #Extract the Mel spectrum and set the width and height to 128, where the height determines the frequency resolution of the Mel spectrum and the width determines the time resolution\n",
    "        axes[int(i/5),i%5].set_title(d)\n",
    "        axes[int(i/5),i%5].imshow(features) #Plot the Mel Spectrum Features\n",
    "        break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-05-07T11:36:11.429709Z",
     "iopub.status.busy": "2021-05-07T11:36:11.428895Z",
     "iopub.status.idle": "2021-05-07T11:55:44.625305Z",
     "shell.execute_reply": "2021-05-07T11:55:44.625868Z"
    },
    "papermill": {
     "duration": 1173.229533,
     "end_time": "2021-05-07T11:55:44.626052",
     "exception": false,
     "start_time": "2021-05-07T11:36:11.396519",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "zero\n",
      "one\n",
      "two\n",
      "three\n",
      "four\n",
      "five\n",
      "six\n",
      "seven\n",
      "eight\n",
      "nine\n"
     ]
    }
   ],
   "source": [
    "val_list=[str(i)[2:-3] for i in open(root+\"/validation_list.txt\",\"rb\").readlines()]\n",
    "test_list=[str(i)[2:-3] for i in open(root+\"/testing_list.txt\",\"rb\").readlines()]\n",
    "\n",
    "maxcount=[1839,239,230]\n",
    "\n",
    "for d in labels:\n",
    "    count=[0,0,0]\n",
    "    path=root+\"/\"+d\n",
    "    dst=[None,None,None]\n",
    "    dst[0]=train_folders+\"/\"+d\n",
    "    dst[1]=val_folders+\"/\"+d\n",
    "    dst[2]=test_folders+\"/\"+d\n",
    "    for w in os.listdir(path):\n",
    "        if d+\"/\"+w in val_list: #If it is in val_list, it is categorized to the validation set\n",
    "            pos=1\n",
    "        elif d+\"/\"+w in test_list: #If it is in test_list, it is categorized into test sets\n",
    "            pos=2\n",
    "        else:   #Otherwise, categorize to training set\n",
    "            pos=0\n",
    "        count[pos]+=1\n",
    "        if count[pos]>maxcount[pos]:\n",
    "            continue\n",
    "        wf = ak.read_Audio(path+\"/\"+w)\n",
    "        wf = wf.padding(22050)\n",
    "        features= aly.melSpec(wf, spec_h = input_size[0], spec_w= input_size[1])\n",
    "        if not os.path.exists(dst[pos]):\n",
    "            os.mkdir(dst[pos])\n",
    "        if not os.path.exists(dst[pos]):\n",
    "            os.mkdir(dst[pos])\n",
    "        plt.imsave(dst[pos]+\"/\"+w[:-4]+\".png\", features, cmap='gray')   #Save Mel spectrum features as images\n",
    "    print(d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-05-07T11:55:44.664706Z",
     "iopub.status.busy": "2021-05-07T11:55:44.663592Z",
     "iopub.status.idle": "2021-05-07T11:55:46.055631Z",
     "shell.execute_reply": "2021-05-07T11:55:46.054513Z"
    },
    "papermill": {
     "duration": 1.415215,
     "end_time": "2021-05-07T11:55:46.055761",
     "exception": false,
     "start_time": "2021-05-07T11:55:44.640546",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 18390 images belonging to 10 classes.\n",
      "Found 2369 images belonging to 10 classes.\n",
      "Found 2300 images belonging to 10 classes.\n"
     ]
    }
   ],
   "source": [
    "#Load the image dataset, thus essentially transforming the speech classification problem into an image classification problem\n",
    "training_set = ImageDataGenerator().flow_from_directory(\n",
    "    train_folders, target_size=input_size[:-1],  batch_size=32, class_mode='categorical', color_mode='grayscale'\n",
    ")\n",
    "validation_set = ImageDataGenerator().flow_from_directory(\n",
    "    val_folders, target_size=input_size[:-1],  batch_size=32, class_mode='categorical', color_mode='grayscale'\n",
    ")\n",
    "test_set = ImageDataGenerator().flow_from_directory(\n",
    "    test_folders, target_size=input_size[:-1],  batch_size=32, class_mode='categorical', color_mode='grayscale'\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-05-07T11:55:46.096713Z",
     "iopub.status.busy": "2021-05-07T11:55:46.094896Z",
     "iopub.status.idle": "2021-05-07T11:55:46.332052Z",
     "shell.execute_reply": "2021-05-07T11:55:46.331261Z"
    },
    "papermill": {
     "duration": 0.260966,
     "end_time": "2021-05-07T11:55:46.332172",
     "exception": false,
     "start_time": "2021-05-07T11:55:46.071206",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "conv2d (Conv2D)              (None, 128, 128, 32)      320       \n",
      "_________________________________________________________________\n",
      "conv2d_1 (Conv2D)            (None, 128, 128, 32)      9248      \n",
      "_________________________________________________________________\n",
      "max_pooling2d (MaxPooling2D) (None, 64, 64, 32)        0         \n",
      "_________________________________________________________________\n",
      "dropout (Dropout)            (None, 64, 64, 32)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_2 (Conv2D)            (None, 64, 64, 64)        18496     \n",
      "_________________________________________________________________\n",
      "conv2d_3 (Conv2D)            (None, 64, 64, 64)        36928     \n",
      "_________________________________________________________________\n",
      "max_pooling2d_1 (MaxPooling2 (None, 32, 32, 64)        0         \n",
      "_________________________________________________________________\n",
      "dropout_1 (Dropout)          (None, 32, 32, 64)        0         \n",
      "_________________________________________________________________\n",
      "global_average_pooling2d (Gl (None, 64)                0         \n",
      "_________________________________________________________________\n",
      "dense (Dense)                (None, 10)                650       \n",
      "=================================================================\n",
      "Total params: 65,642\n",
      "Trainable params: 65,642\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "#Constructing Convolutional Neural Networks\n",
    "model = models.Sequential([\n",
    "    layers.Conv2D(32, 3, activation='relu', input_shape=(128,128,1), padding='same'),\n",
    "    layers.Conv2D(32, 3, activation='relu', padding='same'),\n",
    "    layers.MaxPooling2D(padding='same'),\n",
    "    layers.Dropout(0.25),\n",
    "    layers.Conv2D(64, 3, activation='relu', padding='same'),\n",
    "    layers.Conv2D(64, 3, activation='relu', padding='same'),\n",
    "    layers.MaxPooling2D(padding='same'),\n",
    "    layers.Dropout(0.25),\n",
    "    layers.GlobalAveragePooling2D(),\n",
    "    layers.Dense(len(labels), activation='softmax'),\n",
    "])\n",
    "\n",
    "model.summary()\n",
    "#Adam is used for the optimizer; cross-entropy loss function is used for the loss function; accuracy is used for the earlystopping metric\n",
    "model.compile(optimizer='adam',loss='categorical_crossentropy',metrics=['accuracy'],)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-05-07T11:55:46.373174Z",
     "iopub.status.busy": "2021-05-07T11:55:46.372248Z",
     "iopub.status.idle": "2021-05-07T19:54:16.163748Z",
     "shell.execute_reply": "2021-05-07T19:54:16.163212Z"
    },
    "papermill": {
     "duration": 28709.815708,
     "end_time": "2021-05-07T19:54:16.163964",
     "exception": false,
     "start_time": "2021-05-07T11:55:46.348256",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/500\n",
      "575/575 [==============================] - 921s 2s/step - loss: 2.1807 - accuracy: 0.1993 - val_loss: 1.9604 - val_accuracy: 0.2921\n",
      "Epoch 2/500\n",
      "575/575 [==============================] - 820s 1s/step - loss: 1.8535 - accuracy: 0.3332 - val_loss: 1.7405 - val_accuracy: 0.3854\n",
      "Epoch 3/500\n",
      "575/575 [==============================] - 832s 1s/step - loss: 1.6132 - accuracy: 0.4388 - val_loss: 1.4009 - val_accuracy: 0.5395\n",
      "Epoch 4/500\n",
      "575/575 [==============================] - 824s 1s/step - loss: 1.2987 - accuracy: 0.5673 - val_loss: 1.1822 - val_accuracy: 0.5741\n",
      "Epoch 5/500\n",
      "575/575 [==============================] - 824s 1s/step - loss: 1.0400 - accuracy: 0.6605 - val_loss: 0.8329 - val_accuracy: 0.7341\n",
      "Epoch 6/500\n",
      "575/575 [==============================] - 841s 1s/step - loss: 0.8287 - accuracy: 0.7354 - val_loss: 0.7591 - val_accuracy: 0.7455\n",
      "Epoch 7/500\n",
      "575/575 [==============================] - 836s 1s/step - loss: 0.7186 - accuracy: 0.7748 - val_loss: 0.6612 - val_accuracy: 0.7940\n",
      "Epoch 8/500\n",
      "575/575 [==============================] - 829s 1s/step - loss: 0.6044 - accuracy: 0.8136 - val_loss: 0.7732 - val_accuracy: 0.7497\n",
      "Epoch 9/500\n",
      "575/575 [==============================] - 829s 1s/step - loss: 0.5407 - accuracy: 0.8302 - val_loss: 0.5135 - val_accuracy: 0.8328\n",
      "Epoch 10/500\n",
      "575/575 [==============================] - 845s 1s/step - loss: 0.4887 - accuracy: 0.8482 - val_loss: 0.3927 - val_accuracy: 0.8776\n",
      "Epoch 11/500\n",
      "575/575 [==============================] - 932s 2s/step - loss: 0.4534 - accuracy: 0.8581 - val_loss: 0.4472 - val_accuracy: 0.8531\n",
      "Epoch 12/500\n",
      "575/575 [==============================] - 831s 1s/step - loss: 0.4230 - accuracy: 0.8694 - val_loss: 0.3817 - val_accuracy: 0.8725\n",
      "Epoch 13/500\n",
      "575/575 [==============================] - 831s 1s/step - loss: 0.3928 - accuracy: 0.8812 - val_loss: 0.3996 - val_accuracy: 0.8713\n",
      "Epoch 14/500\n",
      "575/575 [==============================] - 839s 1s/step - loss: 0.3644 - accuracy: 0.8908 - val_loss: 0.3484 - val_accuracy: 0.8839\n",
      "Epoch 15/500\n",
      "575/575 [==============================] - 858s 1s/step - loss: 0.3474 - accuracy: 0.8936 - val_loss: 0.3596 - val_accuracy: 0.8869\n",
      "Epoch 16/500\n",
      "575/575 [==============================] - ETA: 0s - loss: 0.3291 - accuracy: 0.8980\n",
      "Epoch 00016: ReduceLROnPlateau reducing learning rate to 0.00010000000474974513.\n",
      "575/575 [==============================] - 845s 1s/step - loss: 0.3291 - accuracy: 0.8980 - val_loss: 0.3541 - val_accuracy: 0.8852\n",
      "Epoch 17/500\n",
      "575/575 [==============================] - 846s 1s/step - loss: 0.2301 - accuracy: 0.9314 - val_loss: 0.2641 - val_accuracy: 0.9152\n",
      "Epoch 18/500\n",
      "575/575 [==============================] - 844s 1s/step - loss: 0.2195 - accuracy: 0.9332 - val_loss: 0.2644 - val_accuracy: 0.9152\n",
      "Epoch 19/500\n",
      "575/575 [==============================] - ETA: 0s - loss: 0.2157 - accuracy: 0.9347\n",
      "Epoch 00019: ReduceLROnPlateau reducing learning rate to 1.0000000474974514e-05.\n",
      "575/575 [==============================] - 849s 1s/step - loss: 0.2157 - accuracy: 0.9347 - val_loss: 0.2731 - val_accuracy: 0.9181\n",
      "Epoch 20/500\n",
      "575/575 [==============================] - 841s 1s/step - loss: 0.2034 - accuracy: 0.9395 - val_loss: 0.2667 - val_accuracy: 0.9147\n",
      "Epoch 21/500\n",
      "575/575 [==============================] - 829s 1s/step - loss: 0.1991 - accuracy: 0.9419 - val_loss: 0.2618 - val_accuracy: 0.9156\n",
      "Epoch 22/500\n",
      "575/575 [==============================] - 832s 1s/step - loss: 0.2027 - accuracy: 0.9402 - val_loss: 0.2621 - val_accuracy: 0.9177\n",
      "Epoch 23/500\n",
      "575/575 [==============================] - 829s 1s/step - loss: 0.1975 - accuracy: 0.9417 - val_loss: 0.2615 - val_accuracy: 0.9168\n",
      "Epoch 24/500\n",
      "575/575 [==============================] - 826s 1s/step - loss: 0.1981 - accuracy: 0.9411 - val_loss: 0.2614 - val_accuracy: 0.9168\n",
      "Epoch 25/500\n",
      "575/575 [==============================] - 830s 1s/step - loss: 0.1989 - accuracy: 0.9407 - val_loss: 0.2616 - val_accuracy: 0.9181\n",
      "Epoch 26/500\n",
      "575/575 [==============================] - 837s 1s/step - loss: 0.1976 - accuracy: 0.9414 - val_loss: 0.2606 - val_accuracy: 0.9185\n",
      "Epoch 27/500\n",
      "575/575 [==============================] - 837s 1s/step - loss: 0.2008 - accuracy: 0.9380 - val_loss: 0.2587 - val_accuracy: 0.9177\n",
      "Epoch 28/500\n",
      "575/575 [==============================] - 838s 1s/step - loss: 0.1980 - accuracy: 0.9411 - val_loss: 0.2584 - val_accuracy: 0.9211\n",
      "Epoch 29/500\n",
      "575/575 [==============================] - 843s 1s/step - loss: 0.1989 - accuracy: 0.9407 - val_loss: 0.2579 - val_accuracy: 0.9190\n",
      "Epoch 30/500\n",
      "575/575 [==============================] - 842s 1s/step - loss: 0.2006 - accuracy: 0.9401 - val_loss: 0.2608 - val_accuracy: 0.9177\n",
      "Epoch 31/500\n",
      "575/575 [==============================] - ETA: 0s - loss: 0.1966 - accuracy: 0.9398\n",
      "Epoch 00031: ReduceLROnPlateau reducing learning rate to 1.0000000656873453e-06.\n",
      "575/575 [==============================] - 839s 1s/step - loss: 0.1966 - accuracy: 0.9398 - val_loss: 0.2614 - val_accuracy: 0.9185\n",
      "Epoch 32/500\n",
      "575/575 [==============================] - 848s 1s/step - loss: 0.1947 - accuracy: 0.9411 - val_loss: 0.2600 - val_accuracy: 0.9190\n",
      "Epoch 33/500\n",
      "575/575 [==============================] - ETA: 0s - loss: 0.1970 - accuracy: 0.9409\n",
      "Epoch 00033: ReduceLROnPlateau reducing learning rate to 1.0000001111620805e-07.\n",
      "575/575 [==============================] - 853s 1s/step - loss: 0.1970 - accuracy: 0.9409 - val_loss: 0.2599 - val_accuracy: 0.9190\n",
      "Epoch 34/500\n",
      "575/575 [==============================] - ETA: 0s - loss: 0.1961 - accuracy: 0.9410Restoring model weights from the end of the best epoch.\n",
      "575/575 [==============================] - 849s 1s/step - loss: 0.1961 - accuracy: 0.9410 - val_loss: 0.2598 - val_accuracy: 0.9190\n",
      "Epoch 00034: early stopping\n"
     ]
    }
   ],
   "source": [
    "#Using earlystopping and learning rate decay strategies\n",
    "es = callbacks.EarlyStopping(monitor='val_loss', patience=5, verbose=1, restore_best_weights=True)\n",
    "\n",
    "rlp = callbacks.ReduceLROnPlateau(    monitor='val_loss', factor=0.1, patience=2, min_lr=1e-10, mode='min', verbose=1)\n",
    "\n",
    "#Training Model\n",
    "history = model.fit(\n",
    "    training_set, validation_data=validation_set,\n",
    "    epochs=500, callbacks=[es, rlp], batch_size=8\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-05-07T19:55:08.418137Z",
     "iopub.status.busy": "2021-05-07T19:55:08.417307Z",
     "iopub.status.idle": "2021-05-07T19:55:09.128086Z",
     "shell.execute_reply": "2021-05-07T19:55:09.127356Z"
    },
    "papermill": {
     "duration": 8.057103,
     "end_time": "2021-05-07T19:55:09.128217",
     "exception": false,
     "start_time": "2021-05-07T19:55:01.071114",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "#Plotting loss and accuracy over time on the training and validation sets\n",
    "\n",
    "fig, ax = plt.subplots(2, 1, figsize=(20, 8))\n",
    "\n",
    "df = pd.DataFrame(history.history)\n",
    "df[['accuracy', 'val_accuracy']].plot(ax=ax[0])\n",
    "\n",
    "df[['loss', 'val_loss']].plot(ax=ax[1])\n",
    "\n",
    "ax[0].set_title('Accuracy', fontsize=15)\n",
    "ax[1].set_title('Loss', fontsize=15)\n",
    "\n",
    "ax[0].grid(linestyle=\"-.\")\n",
    "ax[1].grid(linestyle=\"-.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-05-07T19:54:29.505303Z",
     "iopub.status.busy": "2021-05-07T19:54:29.504554Z",
     "iopub.status.idle": "2021-05-07T19:54:53.787803Z",
     "shell.execute_reply": "2021-05-07T19:54:53.787102Z"
    },
    "papermill": {
     "duration": 30.890946,
     "end_time": "2021-05-07T19:54:53.787941",
     "exception": false,
     "start_time": "2021-05-07T19:54:22.896995",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "72/72 [==============================] - 24s 331ms/step - loss: 0.2450 - accuracy: 0.9304\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[0.24495860934257507, 0.9304347634315491]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Test set loss of 0.245 and accuracy of 0.93\n",
    "model.evaluate(test_set)"
   ]
  }
 ],
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